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ML Model Slipping in Production? We’ve Got You.

Stay ahead of data drift and model decay with end-to-end MLOps support and retraining for US enterprises.

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From Drift Detection to Deployment – We’ve Got You Covered

AI Model Performance Monitoring

Track prediction accuracy, latency, and real-time performance using production-grade monitoring tools and dashboards.

Data Drift & Model Drift Detection

Identify distribution shifts in training vs. live data using automated alerts and retraining thresholds.

Automated Model Retraining & Deployment

Set up retraining pipelines triggered by performance drops, with CI/CD for seamless deployment and rollback.

Full MLOps Without the Overhead

We monitor, retrain, and deploy—so your team can focus on innovation.

Vervali Systems

Versatile Across Industries, Focused on Your Business

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Built with the Tech That Powers the World

Microsoft

Our Process: From Idea to Execution with Precision

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Ideation

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  • Non-Disclosure Agreement
  • Business Proposal

Research & Analysis

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  • Project Kick-off
  • User Research
  • User Journey Maps

Concept & Design

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  • Product Backlog
  • Architecture
  • Wireframes
  • Mock-ups
  • Project Plan and Timelines

Solution Implementation

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  • Sprint Planning
  • Application Environments
  • UI Engineering
  • Backend Engineering
  • API Integration
  • Technical Documentation

Testing & Validation

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  • System Integration Testing
  • Regression Testing
  • UAT
  • Defect Management
  • Sprint Review

Go Live

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  • Prod Sanity
  • User Training & Feedback
  • Sprint Retro

Key Benefits

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Higher model accuracy in production

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Faster response to data drift and anomalies

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Automated retraining with zero manual effort

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Cost-effective MLOps implementation at scale

Highly Dedicated Services

A boutique, pure-play, independent Testing and DevOps company, we are relentless in the pursuit of your solution’s quality and act as an extension of your team, business culture, language, and time zone. Our team keeps on-going communication with you to ensure success.

Agile & Cost Effective

Cost-effective round-the-clock set-up with full flexibility to scale up-down based on your business needs. Allowing you to outperform your competition with a more experienced yet agile team.

Technology Agnostic & Optimized Set-up

Knowledge of innovative tools and technologies with strong culture to promote automation makes us technology agnostic removing barriers of technology restrictions and constant automation ecosystem making us a modern optimized set-up for our clients.

Challenges into Triumphs

Turning problems into opportunities for growth and innovation

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Drop in model accuracy over time

We track performance metrics continuously and trigger auto-retraining before failure occurs.

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Undetected data or concept drift

We set up monitoring pipelines with alerts based on distribution and feature shift thresholds.

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High manual effort in retraining

We implement automated pipelines for data labeling, training, testing, and deployment.

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Inconsistent model versions across environments

We use model versioning tools and CI/CD workflows to standardize deployment.

Smarter Models. Safer Deployments

End-to-end model lifecycle management starts here.

Vervali Systems

AI Model Monitoring FAQs

It ensures deployed models continue performing accurately by tracking metrics like accuracy, latency, and drift.

We compare live input distributions to training data using statistical tests, alert thresholds, and logs.

That depends on drift velocity and performance degradation; we automate triggers based on thresholds.

We use MLflow, SageMaker, Evidently, and Grafana, among others.

Yes. We support model registry, versioning, rollback workflows, and CI/CD integration.

Absolutely. We handle AWS, GCP, Azure, and hybrid setups with ease.

Enterprise-Grade AI, Always On

Secure, scalable, and self-learning AI support for modern enterprises.

Vervali Systems

Insights, Innovations & Ideas: Explore Our Latest Blogs

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ZigZag Border Insight Dots Group

We are excited to hear your idea and we are always open to discuss it! Tell us a bit more about you and the project you have in mind.

Book Your Free Strategy Call

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Vervali in a brief:

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15+

years of

Industry Experience

250+

Experts

Onboard

ISTQB-

Certified

Test Engineers

Upwork ISTQB Certification 1 Certification 2

Contact Us

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India – Mumbai

+91 7219-22-5262
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